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    $\begingroup$ What does the algorithm do? Essentially, it takes $r$ and a random $\ell \leq r$ and outputs $r' = r/gcd(\ell,r)$. so if you check all small multiples of $r'$, then it is very likely that $r$ is one of these. Why does $(\log n)^{1+\epsilon}$ give $O(1)$? That's number theory. Andrew Odlyzko is a number theorist, and I consulted him about this problem, but I've completely forgotten his justification for this. $\endgroup$ Commented Jul 26, 2015 at 16:39
  • $\begingroup$ Thanks! It looks like I need to look for a number theorist myself! $\endgroup$ Commented Jul 27, 2015 at 6:16
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    $\begingroup$ You may want to try MathOverflow. $\endgroup$ Commented Jul 27, 2015 at 18:06
  • $\begingroup$ I’m thinking about it. I will probably reformulate it in a more “number theoretic way” for that, if I don’t get the answer soon. I think it can be rephrased as a sum of totient functions. $\endgroup$ Commented Jul 27, 2015 at 18:20
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    $\begingroup$ @Kaveh : The related question on MathOverflow, asking a related number theory question which, I think, is equivalent. $\endgroup$ Commented Jul 31, 2015 at 15:51